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中級

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完成時間(小時)

完成時間大約為11 小時

建議:6 hours/week...
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英語(English)

字幕:英語(English)

您將學到的內容有

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    Determine the factors involved in decision support that can improve business performance across the provider/payer ecosystem

  • Check

    Identify opportunities for business applications in healthcare by applying journey mapping and pain point analysis in a real world context

  • Check

    Identify differences in methods and techniques in order to appropriately apply to pain points using case studies

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    Critically assess the opportunities to leverage decision support in adapting to trends in the industry

專項課程
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

完成時間(小時)

完成時間大約為11 小時

建議:6 hours/week...
可選語言

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 3 小時

Decision Support and Use Cases

Rapid changes in technology are impacting every facet of modern society, and the healthcare industry is no exception. Navigating these changes is crucial, whether you are currently working in the industry, hoping to step into a new role, or are simply interested in how technology is being used in healthcare. No doubt you have heard the terms, “machine learning” and “artificial intelligence” more frequently in the last few years - but what does this mean for you, or the healthcare industry in general? Keeping up with the changing trends, examining the potential use of decision support, and identifying some of the pain points that can be addressed, are some of the topics we’ll be discussing in this Module....
Reading
15 個視頻 (總計 106 分鐘), 4 個閱讀材料, 6 個測驗
Video15 個視頻
Introduction to Module 159
Consumerism, Supply Chain and Social & Situational Determinants2分鐘
Operationalizing Consumerism Using ML and AI1分鐘
Interview with Caitlyn19分鐘
Operationalizing a New Supply Chain1分鐘
Interview with Peter Dunphy15分鐘
Machine Learning, Artificial Intelligence, and Decision Support6分鐘
Journey Mapping and Pain Points6分鐘
Patient Monitoring4分鐘
Interview with Cait Larson from Dynamicare19分鐘
Differential Diagnosis6分鐘
Care Management4分鐘
Preventive Screening6分鐘
Avoidable Readmissions6分鐘
Reading4 個閱讀材料
Healthcare Ecosystem Readings10分鐘
Healthcare Consumer Journey Mapping10分鐘
TED Talk on an innovation in Remote Patient Monitoring10分鐘
Innovations and Results in Patient Outreach10分鐘
Quiz6 個練習
Check Your Knowledge3分鐘
Check Your Knowledge1分鐘
Check Your Knowledge6分鐘
Check Your Knowledge3分鐘
Check Your Knowledge4分鐘
Module 1 (Graded)30分鐘
2
完成時間(小時)
完成時間為 3 小時

Predictive Modeling Basics

Let’s navigate through what it takes to predict health outcomes and cost. What if we could use machine learning in your organization to reduce the cost of care for both the organization and the members receiving that care? Have you thought about what data you need to collect? How you might need to enrich that data to gain more insight in to what is driving those outcomes and cost? Or what types of machine learning algorithms you might utilize in order to most effectively target patients who are likely to be high cost? We are going to look at not only the tech behind the predictions, but also examine the business and data relationships within the healthcare industry that ultimately impact your ability to deliver an effective solution....
Reading
9 個視頻 (總計 47 分鐘), 2 個閱讀材料, 6 個測驗
Video9 個視頻
Predictive Modeling6分鐘
Linear Regression5分鐘
Disease Burden as a Predictor of Cost5分鐘
Machine Learning6分鐘
Data Sourcing5分鐘
Data Enrichment5分鐘
Provider Taxonomies and Relationships5分鐘
Predictive Modeling Process6分鐘
Reading2 個閱讀材料
Linear Regression Explained5分鐘
Using AI to Diagnose Disease5分鐘
Quiz5 個練習
Check Your Knowledge2分鐘
Check Your Knowledge2分鐘
Check Your Knowledge8分鐘
Check Your Knowledge6分鐘
Check Your Knowledge6分鐘
3
完成時間(小時)
完成時間為 2 小時

Consumerism and Operationalization

Now that we have discussed various types of predictive models, let’s take a look at which models are appropriate for the business case we are trying to address and how we can evaluate their performance. For example, is using the same performance metric appropriate to use when making predictions about individual vs. population health? In this module we'll discuss how layering appropriate decision support methods on top of predictive analytics and machine learning can lay the groundwork for significant improvements in overall outreach and productivity, as well as decrease costs. Finally, we will discuss the key to blending decision support into the existing ecosystem of your business workflow and technology infrastructure....
Reading
9 個視頻 (總計 53 分鐘), 1 個閱讀材料, 6 個測驗
Video9 個視頻
Analytic Maturity Model5分鐘
Identifying Historic Addressable Opportunity5分鐘
Predicting Addressable Opportunity8分鐘
Measuring Predictive Accuracy9分鐘
Making Recommendations5分鐘
Voices from the Industry with George "Russ" Moran7分鐘
Integration and Orchestration4分鐘
Operational Engagement Framework6分鐘
Reading1 個閱讀材料
The Future of Predictive Analytics in Healthcare15分鐘
Quiz6 個練習
Check Your Knowledge4分鐘
Check Your Knowledge4分鐘
Check Your Knowledge4分鐘
Check Your Knowledge4分鐘
Check Your Knowledge4分鐘
Module 3 (Graded)30分鐘
4
完成時間(小時)
完成時間為 4 小時

Advanced Topics in Operationalization

Now that we know the importance of decision support and predictive modeling, we are going to take that one step further. Not only do we need to predict, but more importantly, we need to prescribe. It is not enough to just implement alerts and reminders - we need to offer guidance and recommendations for healthcare professionals. Let’s take a look at how analytics can improve the patient experience and their overall health status....
Reading
9 個視頻 (總計 65 分鐘), 2 個閱讀材料, 5 個測驗
Video9 個視頻
Operational Entity Relationship Model7分鐘
Using Other Administrative Data to Target Avoidable Utilization8分鐘
Targeting High Value Member Patients Using Consumer Data5分鐘
Recommending a Program for Care Management7分鐘
Recommending a Channel for Member Engagement6分鐘
Interview with Peter Dunphy from Perfect Health15分鐘
Embedding Decision Support with your Existing Technology Footprint6分鐘
Deploying Decision Support Beyond the Enterprise to the Consumer6分鐘
Reading2 個閱讀材料
Utilizing Consumer Data10分鐘
Misconceptions in the Industry10分鐘
Quiz4 個練習
Check Your Knowledge6分鐘
Check Your Knowledge4分鐘
Check Your Knowledge6分鐘
Check Your Knowledge2分鐘

講師

Avatar

Craig Johnson

Part-time Lecturer, Chief Science Officer at Decision Point Health Solutions
College of Computer and Information Science

關於 Northeastern University

Founded in 1898, Northeastern is a global research university with a distinctive, experience-driven approach to education and discovery. The university is a leader in experiential learning, powered by the world’s most far-reaching cooperative education program. The spirit of collaboration guides a use-inspired research enterprise focused on solving global challenges in health, security, and sustainability....

關於 Healthcare Trends for Business Professionals 專項課程

This Specialization will provide learners with the knowledge and skills to recognize key shifts in the industry and to have an agile perspective on how these shifts might impact their organizations. Learners will be exposed to the key drivers in the global healthcare industry today so they might apply what they have learned to help their organizations....
Healthcare Trends for Business Professionals

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